{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `Permutation` explainer\n",
    "\n",
    "This notebooks demonstrates how to use the Permutation explainer on some simple datasets. The Permutation explainer is model-agnostic, so it can compute Shapley values and Owen values for any model. It works by iterating over complete permutations of the features forward and the reversed. By doing this, changing one feature at a time we can minimize the number of model evaluations that are required, and always ensure we satisfy efficiency no matter how many executions of the original model we choose to use for appoximation the feature attribution values. So the SHAP values computed, while approximate, do exactly sum up to the difference between the base value of the model and the output of the model for each explained instance.\n",
    "\n",
    "Because the Permutation explainer has important performance optimizations, and does not require regularization parameter tuning like Kernel explainer, the Permutation explainer is the default model agnostic explainer used for tabular datasets that have more features than would be appropriate for the Exact explainer.\n",
    "\n",
    "Below we domonstrate how to use the Permutation explainer on a simple adult income classification dataset and model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xgboost\n",
    "\n",
    "import shap\n",
    "\n",
    "# get a dataset on income prediction\n",
    "X, y = shap.datasets.adult()\n",
    "\n",
    "# train an XGBoost model (but any other model type would also work)\n",
    "model = xgboost.XGBClassifier()\n",
    "model.fit(X, y);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabular data with independent (Shapley value) masking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build a Permutation explainer and explain the model predictions on the given dataset\n",
    "explainer = shap.explainers.Permutation(model.predict_proba, X)\n",
    "shap_values = explainer(X[:100])\n",
    "\n",
    "# get just the explanations for the positive class\n",
    "shap_values = shap_values[..., 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a global summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 623
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a single instance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 608
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tabular data with partition (Owen value) masking\n",
    "\n",
    "While Shapley values result from treating each feature independently of the other features, it is often useful to enforce a structure on the model inputs. Enforcing such a structure produces a structure game (i.e. a game with rules about valid input feature coalitions), and when that structure is a nest set of feature grouping we get the Owen values as a recursive application of Shapley values to the group. In SHAP, we take the partitioning to the limit and build a binary herarchial clustering tree to represent the structure of the data. This structure could be chosen in many ways, but for tabular data it is often helpful to build the structure from the redundancy of information between the input features about the output label. This is what we do below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# build a clustering of the features based on shared information about y\n",
    "clustering = shap.utils.hclust(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# above we implicitly used shap.maskers.Independent by passing a raw dataframe as the masker\n",
    "# now we explicitly use a Partition masker that uses the clustering we just computed\n",
    "masker = shap.maskers.Partition(X, clustering=clustering)\n",
    "\n",
    "# build a Permutation explainer and explain the model predictions on the given dataset\n",
    "explainer = shap.explainers.Permutation(model.predict_proba, masker)\n",
    "shap_values2 = explainer(X[:100])\n",
    "\n",
    "# get just the explanations for the positive class\n",
    "shap_values2 = shap_values2[..., 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a global summary\n",
    "\n",
    "Note that only the Relationship and Marital status features share more that 50% of their explanation power (as measured by R2) with each other, so all the other parts of the clustering tree are removed by the the default `clustering_cutoff=0.5` setting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 402,
       "width": 659
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.bar(shap_values2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot a single instance\n",
    "\n",
    "Note that there is a strong similarity between the explanation from the Independent masker above and the Partition masker here. In general the distinctions between these methods for tabular data are not large, though the Partition masker allows for much faster runtime and potentially more realistic manipulations of the model inputs (since groups of clustered features are masked/unmasked together)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 576x468 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 606
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shap.plots.waterfall(shap_values2[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr>\n",
    "Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged! "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
